{"id":"W2123342018","doi":"","title":"Project Work Made Easy in the English Classroom.","year":2002,"lang":"en","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Mathematics education; Computer science; Sociology; Pedagogy; Psychology; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001062583,0.0002838203,0.0004396184,0.0002721673,0.0003886394,0.00004719113,0.0005665448,0.0001859942,0.0004599252],"category_scores_gemma":[0.001769999,0.0002238591,0.0001249369,0.0008073918,0.0001165186,0.0001767793,0.00002525239,0.000720546,0.000243284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000936533,"about_ca_system_score_gemma":0.0002739602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1518521,"about_ca_topic_score_gemma":0.5964865,"domain_scores_codex":[0.9970818,0.0006629793,0.0005214115,0.00040859,0.0001108076,0.001214382],"domain_scores_gemma":[0.9979625,0.0005813594,0.0001564795,0.0006724051,0.0001433501,0.0004839081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001437433,0.0001376949,0.03326113,0.007867995,0.00008075533,0.001363839,0.5591293,0.00001200712,0.00009861802,0.00171939,0.185477,0.2108379],"study_design_scores_gemma":[0.0002904647,0.00004146464,0.02159405,0.009994091,0.00007222631,0.00006140356,0.0250881,0.0002083382,0.000001425194,0.0002790076,0.9418206,0.0005487983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7135348,0.1594246,0.00002568446,0.002312947,0.0008592051,0.002056847,0.0002371591,0.0001500213,0.1213987],"genre_scores_gemma":[0.965791,0.0111145,0.0002373168,0.005456322,0.001043771,0.0005011477,0.0002356828,0.0000921387,0.01552814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7563436,"threshold_uncertainty_score":0.9128709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04936098184341662,"score_gpt":0.3090861061030125,"score_spread":0.2597251242595958,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}